The Image Direct

Madison Beer and Justin Herbert are charging around Los Angeles ... after his squad smacked Travis Kelce and the Kansas City Chiefs around.

The pop star and her quarterback boyfriend were spotted holding hands on their way out of Delilah -- a popular celebrity hot spot -- in Los Angeles on Saturday night. The Image Direct

Beer's wearing a tight, low-cut crop top in these pics while Herbo dressed casually in a black t-shirt and jeans ... and, both could barely contain their grins as they left the place.

Of course, the two had a lot to celebrate just one night after Herbert led the Los Angeles Chargers to a 27-21 win over Kelce, Patrick Mahomes and the Chiefs.

Herbert played well in the nail-biter game ... passing for 318 yards and three touchdowns in t

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